"Just… I don’t understand," Daniel stammered, his voice barely audible. He stared at the printout of his essay, the red lines of the professor's edits searing into his vision. The professor's face was a mask of disappointment.

He could feel his face burning; he felt the heat rising in his chest. His fingers fumbled with the clasp of his backpack as if it were a complicated puzzle. His throat felt tight, and he struggled to swallow.

He looked away, focusing on the chipped paint on the window sill. Each word the professor spoke felt like a physical blow.

Emotion: embarrassed

Cluster: Embarrassment
PC1 (Valence): -1.08 Negative
PC2 (Disposition): 1.10

Role in Research

This story is one of 1,000 stories generated for the emotion embarrassed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 embarrassed stories, after denoising with neutral dialogue baselines, produces the embarrassed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the embarrassed vector is projected through the unembedding matrix.

Promoted:
l0.420
尴尬0.341
C0.333
culp0.262
🤦0.256
Suppressed:
own-0.321
আনন্দের-0.230
seemingly-0.227
і-0.225
আনন্দে-0.224